Every AI recommendation engine in consumer goods rests on an assumption that is almost always wrong: that the state of the store in the system matches the state of the store in the world.

Here is an uncomfortable question to put to your commercial leadership team: what percentage of your field visits this quarter were to stores where there was no meaningful incremental opportunity?

Field selling in consumer goods has an arithmetic problem that no amount of effort can solve.